# Output Diversity on Foundation Benchmark Set

Source: [Output Diversity on Foundation Benchmark Set](<https://www.sota2.com/research/sota/output-diversity-on-foundation-benchmark-set>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-06-01T08:47:32.356Z

Evaluation of model output diversity performance on the Foundation Benchmark Set, measured using Score (%), Cosine similarity, and perceptual hash variance.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Output Diversity |
| Dataset (including any stated split) | Foundation Benchmark Set |
| Metric | Cosine Similarity |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Cosine Similarity](<https://www.sota2.com/research/sota/output-diversity-on-foundation-benchmark-set.md?metric=Cosine%20Similarity>): Higher is better; unit: SCALAR.

- [Score](<https://www.sota2.com/research/sota/output-diversity-on-foundation-benchmark-set.md?metric=Score>): Higher is better; unit: PERCENT.

- [Perceptual Hash Variance](<https://www.sota2.com/research/sota/output-diversity-on-foundation-benchmark-set.md?metric=Perceptual%20Hash%20Variance>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Cosine Similarity | Result date | Report paper |
| --- | --- | --- | --- |
| Algorithmic Baseline | 0.72 | Not recorded | 6a1d11eadbd7150506f83e4b |

### Algorithmic Baseline

Cosine Similarity: 0.72. Result ID: 6a1d4711fbc373592c168fb2.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d11eadbd7150506f83e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa765b1e209131cea6c9ae.md>)

Recorded evaluation configuration: {"Evaluation Source":"Baseline","Source Description":"Cosine similarity / perceptual hash variance"}. This record does not assert independent reproduction.

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